Catch Me may refer to:
- Catch Me!, a 1963 album by jazz guitarist Joe Pass
- "Catch Me" (Jeri Lynne Fraser song), a 1960 song written by Sid Tepper and Roy C. Bennett and covered by Cliff Richard
- "Catch Me (I'm Falling)", a 1987 song by Pretty Poison
- "Catch Me", a song by Demi Lovato from her album Here We Go Again (Demi Lovato album)
- Catch Me (album), a 2012 album by TVXQ
- *"Catch Me" (TVXQ song), 2012
- "Catch Me", a 2015 song by Yellow Claw & Flux Pavilion from Yellow Claw's album, Blood For Mercy
- Steal My Heart (film), a South Korean film also known as Catch Me